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Model: billxbf/zephyr-7b-dpo-iter3 Source: Original Platform
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README.md
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README.md
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---
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base_model: billxbf/zephyr-7b-dpo-iter2
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library_name: transformers
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model_name: zephyr-7b-dpo-iter3
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tags:
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- generated_from_trainer
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- trl
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- dpo
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licence: license
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---
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# Model Card for zephyr-7b-dpo-iter3
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This model is a fine-tuned version of [billxbf/zephyr-7b-dpo-iter2](https://huggingface.co/billxbf/zephyr-7b-dpo-iter2).
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It has been trained using [TRL](https://github.com/huggingface/trl).
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## Quick start
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```python
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from transformers import pipeline
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question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
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generator = pipeline("text-generation", model="billxbf/zephyr-7b-dpo-iter3", device="cuda")
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output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
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print(output["generated_text"])
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```
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## Training procedure
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This model was trained with DPO, a method introduced in [Direct Preference Optimization: Your Language Model is Secretly a Reward Model](https://huggingface.co/papers/2305.18290).
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### Framework versions
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- TRL: 0.25.0
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- Transformers: 4.57.1
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- Pytorch: 2.8.0
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- Datasets: 4.4.1
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- Tokenizers: 0.22.1
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## Citations
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Cite DPO as:
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```bibtex
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@inproceedings{rafailov2023direct,
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title = {{Direct Preference Optimization: Your Language Model is Secretly a Reward Model}},
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author = {Rafael Rafailov and Archit Sharma and Eric Mitchell and Christopher D. Manning and Stefano Ermon and Chelsea Finn},
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year = 2023,
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booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
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url = {http://papers.nips.cc/paper_files/paper/2023/hash/a85b405ed65c6477a4fe8302b5e06ce7-Abstract-Conference.html},
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editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
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}
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```
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Cite TRL as:
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```bibtex
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@misc{vonwerra2022trl,
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title = {{TRL: Transformer Reinforcement Learning}},
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author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
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year = 2020,
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journal = {GitHub repository},
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publisher = {GitHub},
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howpublished = {\url{https://github.com/huggingface/trl}}
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}
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```
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all_results.json
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all_results.json
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{
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"epoch": 2.0,
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"total_flos": 0.0,
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"train_loss": 0.4729907219554042,
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"train_runtime": 6750.8442,
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"train_samples": 40756,
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"train_samples_per_second": 12.074,
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"train_steps_per_second": 0.377
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}
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chat_template.jinja
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{%- if messages[0]['role'] == 'system' %}
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{%- set system_message = messages[0]['content'] %}
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{%- set loop_messages = messages[1:] %}
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{%- else %}
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{%- set loop_messages = messages %}
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{%- endif %}
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{{- bos_token }}
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{%- for message in loop_messages %}
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{%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}
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{{- raise_exception('After the optional system message, conversation roles must alternate user/assistant/user/assistant/...') }}
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{%- endif %}
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{%- if message['role'] == 'user' %}
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{%- if loop.first and system_message is defined %}
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{{- ' [INST] ' + system_message + '\n\n' + message['content'] + ' [/INST]' }}
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{%- else %}
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{{- ' [INST] ' + message['content'] + ' [/INST]' }}
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{%- endif %}
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{%- elif message['role'] == 'assistant' %}
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{{- ' ' + message['content'] + eos_token}}
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{%- else %}
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{{- raise_exception('Only user and assistant roles are supported, with the exception of an initial optional system message!') }}
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{%- endif %}
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{%- endfor %}
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config.json
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"rope_theta": 1000000.0,
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"tie_word_embeddings": false,
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"transformers_version": "4.57.1",
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"use_cache": false,
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"vocab_size": 32000
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"model.layers.9.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||
"model.norm.weight": "model-00003-of-00003.safetensors"
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:ef9f2a20f26317a1b9d9b43bbe41208c8ce835f82ff3d8ae9928e21bb4856052
|
||||
size 356356
|
||||
30
special_tokens_map.json
Normal file
30
special_tokens_map.json
Normal file
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
268053
tokenizer.json
Normal file
268053
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
Binary file not shown.
44
tokenizer_config.json
Normal file
44
tokenizer_config.json
Normal file
@@ -0,0 +1,44 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"add_prefix_space": null,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [],
|
||||
"bos_token": "<s>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"extra_special_tokens": {},
|
||||
"legacy": false,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "</s>",
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
9
train_results.json
Normal file
9
train_results.json
Normal file
@@ -0,0 +1,9 @@
|
||||
{
|
||||
"epoch": 2.0,
|
||||
"total_flos": 0.0,
|
||||
"train_loss": 0.4729907219554042,
|
||||
"train_runtime": 6750.8442,
|
||||
"train_samples": 40756,
|
||||
"train_samples_per_second": 12.074,
|
||||
"train_steps_per_second": 0.377
|
||||
}
|
||||
7678
trainer_state.json
Normal file
7678
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:9f72a1af29551b20f40568ade068c505bd918fd9eae12958ed6775426b3a56e3
|
||||
size 8337
|
||||
Reference in New Issue
Block a user